Time Series Anomaly Detection on UCR Anomaly Archive

Metric: accuracy (higher is better)

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#	Model↕	accuracy▼	Extra Data	Paper	Date↕	Code
1	TimeVQVAE-AD	0.708	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
2	Matrix Profile STUMPY	0.512	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
3	MDI	0.47	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
4	Matrix Profile SCRIMP	0.416	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
5	RCF	0.387	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
6	IF	0.376	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
7	Convolutional AE	0.352	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
8	SR-CNN	0.3	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
9	USAD	0.276	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
10	AE	0.236	No	-	-	Code
11	LSTM-VAE	0.198	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
12	TranAD	0.19	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
13	OC-SVM	0.088	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
14	Deep SVDD	0.076	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
15	DAGMM	0.061	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code
16	TS-TCC-AD	0.006	No	Explainable Time Series Anomaly Detection using ...	2023-11-21	Code

#1TimeVQVAE-ADSOTA
0.708
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#2Matrix Profile STUMPY
0.512
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#3MDI
0.47
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#4Matrix Profile SCRIMP
0.416
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#5RCF
0.387
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#6IF
0.376
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#7Convolutional AE
0.352
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#8SR-CNN
0.3
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#9USAD
0.276
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#10AE
0.236
accuracy
No paperCode
#11LSTM-VAE
0.198
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#12TranAD
0.19
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#13OC-SVM
0.088
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#14Deep SVDD
0.076
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#15DAGMM
0.061
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code
#16TS-TCC-AD
0.006
accuracy· 2023-11-21
Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling Code